Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412806	CLM	Matthew B Phillips	1974-09-16	UHC-56067-41	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136074	ENR	Arthur G Ray	2005-05-23	UHC-79109-70	3693613269	1716 Canyon Rd # 539, Tampa, FL, 33617	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
CLM-402851	CLM	Olivia Chapman	1975-01-18	—	6167377091	9683 Market St, Eden Prairie, MN, 55397	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423688	CLM	Aaron E Johnson	1978-11-04	—	4347922415	9581 Indian School Rd, San Antonio, TX, 78283	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61377	TPA	Isabella Vasquez	2002-12-07	—	—	6491 Washington St, Tempe, AZ, 85245	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-400392	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53383	TPA	Julia Richardson	1982-08-18	—	7544771939	8484 Lincoln Way # 697, Eden Prairie, MN, 55301	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-123603	ENR	Janice Greene	1986-08-15	UHC-32981-06	—	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132111	ENR	Ashley G Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA, 93735	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430048	CLM	Martha O Powell	2008-12-24	—	2216068204	6225 Church St, Nashville, TN, 37214	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61668	TPA	Julie Rojas	1950-04-23	—	3367126600	5396 Meadow Ln, San Diego, CA, 92139	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126338	ENR	Marcus K Salazar	2000-01-18	UHC-25548-17	6922079750	2563 Broadway, Austin, TX, 78772	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-130255	ENR	Margaret Peeterson	1976-05-18	UHC-99793-38	4658441412	5766 Desert Sky Blvd, Dallas, TX, 75292	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62303	TPA	Amanda Ford	1946-05-22	—	—	251 Baseline Rd, Tucson, AZ, 85726	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
ENR-108121	ENR	Nicholas Simmons	1971-09-28	UHC-65254-29	4878472857	1270 Grand Ave, San Antonio, TX, 78298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-108122	ENR	Nicholas Simmons	1971-09-28	UHC-65254-29	4878472857	1270 Grand Ave, San Antonio, TX, 78298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-424229	CLM	Diana Morgan	1959-11-28	—	—	8762 Mesa Dr, San Antonio, TX, 78210	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424350	CLM	Emma X Chapman	1990-12-02	UHC-69747-90	—	2569 Hillcrest Rd, Scottsdale, AZ, 85272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-26872	PRV	Scott Hughes	1997-01-24	—	3773669542	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428510	CLM	Frank Lawrence	1945-09-08	—	—	6136 Harbor Blvd, Fresno, CA, 93724	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430819	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430820	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126170	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.66	Name split from “Last, First”Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-27967	PRV	Marilyn Sullivn	1952-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-131653	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61108	TPA	Patrick J Turner	1980-02-22	—	7467895468	9136 Jefferson Ave, Phoenix, AZ, 85016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103024	ENR	Philip Fox	1939-12-22	UHC-70122-50	3515121697	2501 Valley View Dr, Tampa, FL, 33629	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-423274	CLM	Scott Hughes	1997-01-24	UHC-27255-93	—	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51129	TPA	Aisha Richards	1955-10-16	—	—	7394 Harbor Blvd, Dallas, TX, 75295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103009	ENR	Ann Alexander	1989-06-18	UHC-24579-76	6435155275	8659 Ocean Ave, Columbus, OH, 43267	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410843	CLM	Albert Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127963	ENR	Maria E Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.66	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-416642	CLM	Maggie Cole	1973-09-02	UHC-65282-20	—	6556 Lake View Rd, Las Vegas, NV, 89198	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28152	PRV	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137962	ENR	Robert Carter	1978-08-07	UHC-70161-33	9189019731	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
PRV-26961	PRV	Lary Cox	—	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-432263	CLM	Bryan N Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-52138	TPA	Jacqueline Simmons	2004-06-06	—	—	917 Spring St, Tempe, AZ, 85249	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28575	PRV	Camila Hunter	1984-09-23	—	—	8591 Lincoln Way, San Diego, CA, 92110	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-420982	CLM	Raymond Mendez	2005-06-03	—	7887098471	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432533	CLM	Arjun Hanson	1962-01-24	UHC-47578-88	—	7609 Spring St, Seattle, WA, 98109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414210	CLM	Danielle Webar	1961-11-12	—	—	9546 Valley View Dr, Scottsdale, AZ, 85274	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411284	CLM	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave, Mesa, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-413022	CLM	Julie M Armstrong	1995-02-28	—	—	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25142	PRV	Janice Fernandez	1979-03-16	—	5879127441	5641 Mountain View Dr, Minneapolis, MN, 55400	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28529	PRV	Sofia Fuller	1945-03-08	—	4386925750	8946 Camelback Rd, Sacramento, CA, 95896	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51391	TPA	Watler Espinoza	1973-10-15	—	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-134963	ENR	Natalie U Warren	2007-12-13	UHC-66564-15	9533352615	576 Spring St, Las Vegas, NV, 89136	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more

9,980 rows, page 104 of 200Previous Next